Boxplots
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Column
Todas las variables
Some extra text
Correlaciones
Column
Heatmap

ACP
Column
Eigenvalores
|
|
eigenvalue
|
Varianza(%)
|
Varianza_acumulada(%)
|
|
Dim.1
|
2.4617204
|
22.379276
|
22.37928
|
|
Dim.2
|
1.8176773
|
16.524339
|
38.90362
|
|
Dim.3
|
1.3660444
|
12.418586
|
51.32220
|
|
Dim.4
|
1.0954300
|
9.958455
|
61.28066
|
|
Dim.5
|
0.9630787
|
8.755261
|
70.03592
|
|
Dim.6
|
0.7610772
|
6.918883
|
76.95480
|
|
Dim.7
|
0.7009821
|
6.372564
|
83.32737
|
|
Dim.8
|
0.5873901
|
5.339910
|
88.66727
|
|
Dim.9
|
0.4932310
|
4.483918
|
93.15119
|
|
Dim.10
|
0.4192509
|
3.811372
|
96.96256
|
|
Dim.11
|
0.3341179
|
3.037435
|
100.00000
|
Contribuciones
|
|
Dim.1
|
Dim.2
|
Dim.3
|
Dim.4
|
Dim.5
|
|
Age
|
3.1218612
|
1.3524742
|
20.2942490
|
8.2501905
|
20.2651140
|
|
ALB
|
19.7965348
|
3.1421703
|
8.3257415
|
2.2799606
|
3.1052366
|
|
ALP
|
3.4172926
|
16.7664193
|
13.1876036
|
6.1106804
|
0.1512957
|
|
ALT
|
0.3765221
|
18.8413903
|
1.5758660
|
7.8010735
|
30.0276532
|
|
AST
|
13.6010029
|
8.0193009
|
15.0365244
|
2.9821453
|
0.0130968
|
|
BIL
|
11.6874143
|
0.0018451
|
8.4922394
|
0.6616438
|
24.4104510
|
|
CHE
|
17.3078777
|
9.2711447
|
1.9590093
|
0.1981358
|
1.4800628
|
|
CHOL
|
8.1937629
|
9.9384921
|
11.7619771
|
2.0168415
|
9.4439781
|
|
CREA
|
0.4213311
|
0.5841866
|
1.2878061
|
68.1197549
|
0.6664951
|
|
GGT
|
12.0616201
|
22.2946873
|
0.0827347
|
1.0487663
|
0.0994636
|
|
PROT
|
10.0147803
|
9.7878893
|
17.9962488
|
0.5308073
|
10.3371533
|
Predicción de infección
Column
Random Forest (RF)
|
|
Reference
|
|
|
0
|
1
|
|
Prediction
|
|
0
|
162
|
0
|
|
1
|
0
|
23
|
Column
Multinomial log-linear (LOG)
|
|
Reference
|
|
|
0
|
1
|
|
Prediction
|
|
0
|
162
|
0
|
|
1
|
0
|
23
|
Column
Gaussian naive bayes (GNB)
|
|
Reference
|
|
|
0
|
1
|
|
Prediction
|
|
0
|
161
|
7
|
|
1
|
1
|
16
|
Column
K nearest neighbors (KNN)
|
|
Reference
|
|
|
0
|
1
|
|
Prediction
|
|
0
|
162
|
1
|
|
1
|
0
|
22
|
Predicción de Severidad
Column
Random Forest (RF)
|
|
Reference
|
|
|
1
|
2
|
3
|
|
Prediction
|
|
1
|
4
|
2
|
0
|
|
2
|
4
|
4
|
1
|
|
3
|
0
|
1
|
8
|
Column
Multinomial log-linear (LOG)
|
|
Reference
|
|
|
1
|
2
|
3
|
|
Prediction
|
|
1
|
4
|
2
|
0
|
|
2
|
1
|
3
|
2
|
|
3
|
3
|
2
|
7
|
Column
Gaussian naive bayes (GNB)
|
|
Reference
|
|
|
1
|
2
|
3
|
|
Prediction
|
|
1
|
2
|
0
|
0
|
|
2
|
6
|
7
|
1
|
|
3
|
0
|
0
|
8
|
Column
K nearest neighbors (KNN)
|
|
Reference
|
|
|
1
|
2
|
3
|
|
Prediction
|
|
1
|
5
|
3
|
0
|
|
2
|
3
|
4
|
2
|
|
3
|
0
|
0
|
7
|
Resultados Modelos
Column
Infección
|
Accuracy
|
Kappa
|
AccuracyLower
|
AccuracyUpper
|
AccuracyNull
|
AccuracyPValue
|
McnemarPValue
|
Method
|
|
1.0000000
|
1.0000000
|
0.9802576
|
1.0000000
|
0.8756757
|
0.0000000
|
NaN
|
RF
|
|
1.0000000
|
1.0000000
|
0.9802576
|
1.0000000
|
0.8756757
|
0.0000000
|
NaN
|
LOG
|
|
0.9567568
|
0.7763675
|
0.9165742
|
0.9811485
|
0.8756757
|
0.0001484
|
0.0770999
|
GNB
|
|
0.9945946
|
0.9747026
|
0.9702525
|
0.9998632
|
0.8756757
|
0.0000000
|
1.0000000
|
KNN
|
Severidad
|
Accuracy
|
Kappa
|
AccuracyLower
|
AccuracyUpper
|
AccuracyNull
|
AccuracyPValue
|
McnemarPValue
|
Method
|
|
0.6666667
|
0.5000000
|
0.4467804
|
0.8436977
|
0.375
|
0.0035690
|
NaN
|
RF
|
|
0.5833333
|
0.3650794
|
0.3664306
|
0.7789031
|
0.375
|
0.0307271
|
0.3430301
|
LOG
|
|
0.7083333
|
0.5692308
|
0.4890522
|
0.8738479
|
0.375
|
0.0009502
|
NaN
|
GNB
|
|
0.6666667
|
0.5025907
|
0.4467804
|
0.8436977
|
0.375
|
0.0035690
|
NaN
|
KNN
|